Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	60.015
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.0 MiB
Average record size in memory	104.0 B

Variable types

Numeric	10
DateTime	1
Categorical	2

Warnings

`Brændolie forbrug` is highly correlated with `Produktion til byen` and 1 other fields	High correlation
`Produktion til byen` is highly correlated with `Brændolie forbrug` and 1 other fields	High correlation
`Gram pr. kWh` is highly correlated with `Elvirkningsgrad`	High correlation
`Elvirkningsgrad` is highly correlated with `Gram pr. kWh`	High correlation
`Produktion total` is highly correlated with `Brændolie forbrug` and 1 other fields	High correlation
`City` is highly correlated with `Distrikt`	High correlation
`Distrikt` is highly correlated with `City`	High correlation
`df_index` has unique values	Unique

Reproduction

Analysis started	2021-03-08 21:32:56.050964
Analysis finished	2021-03-08 21:33:05.827303
Duration	9.78 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	60015
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50409.34993
Minimum	1
Maximum	103138
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	1
5-th percentile	3964.7
Q1	26141.5
median	50913
Q3	71927.5
95-th percentile	98324.3
Maximum	103138
Range	103137
Interquartile range (IQR)	45786

Descriptive statistics

Standard deviation	29187.76089
Coefficient of variation (CV)	0.5790148243
Kurtosis	-1.006423527
Mean	50409.34993
Median Absolute Deviation (MAD)	22749
Skewness	0.1417743328
Sum	3025317136
Variance	851925386
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2049	1	< 0.1%
56689	1	< 0.1%
79180	1	< 0.1%
101723	1	< 0.1%
21856	1	< 0.1%
17762	1	< 0.1%
19811	1	< 0.1%
30052	1	< 0.1%
32101	1	< 0.1%
7529	1	< 0.1%
Other values (60005)	60005	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
103138	1	< 0.1%
103137	1	< 0.1%
103136	1	< 0.1%
103135	1	< 0.1%
103134	1	< 0.1%

Brændolie forbrug
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1511
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	386.2192785
Minimum	37
Maximum	2118
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	37
5-th percentile	115
Q1	195
median	272
Q3	486
95-th percentile	1030
Maximum	2118
Range	2081
Interquartile range (IQR)	291

Descriptive statistics

Standard deviation	289.1996441
Coefficient of variation (CV)	0.7487965004
Kurtosis	2.082280573
Mean	386.2192785
Median Absolute Deviation (MAD)	113
Skewness	1.584643528
Sum	23178950
Variance	83636.43417
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
213	260	0.4%
205	257	0.4%
211	250	0.4%
207	247	0.4%
210	245	0.4%
222	245	0.4%
216	243	0.4%
204	242	0.4%
215	240	0.4%
223	240	0.4%
Other values (1501)	57546	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37	1	< 0.1%
43	2	< 0.1%
48	1	< 0.1%
49	3	< 0.1%
54	2	< 0.1%

Value	Count	Frequency (%)
2118	1	< 0.1%
2080	1	< 0.1%
2021	1	< 0.1%
1971	1	< 0.1%
1889	2	< 0.1%

Produktion til byen
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4808
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1215.517471
Minimum	45
Maximum	7201
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	45
5-th percentile	221
Q1	483
median	786
Q3	1605
95-th percentile	3693
Maximum	7201
Range	7156
Interquartile range (IQR)	1122

Descriptive statistics

Standard deviation	1074.743537
Coefficient of variation (CV)	0.8841860054
Kurtosis	1.834940315
Mean	1215.517471
Median Absolute Deviation (MAD)	421
Skewness	1.555432012
Sum	72949281
Variance	1155073.67
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
591	78	0.1%
569	75	0.1%
560	75	0.1%
596	75	0.1%
648	70	0.1%
558	68	0.1%
609	67	0.1%
590	66	0.1%
612	66	0.1%
611	66	0.1%
Other values (4798)	59309	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
45	1	< 0.1%
115	1	< 0.1%
117	1	< 0.1%
119	2	< 0.1%
121	2	< 0.1%

Value	Count	Frequency (%)
7201	1	< 0.1%
6732	1	< 0.1%
6627	1	< 0.1%
6029	1	< 0.1%
5993	1	< 0.1%

Gram pr. kWh
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	39791
Distinct (%)	66.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	265.2053872
Minimum	129.2684
Maximum	799.2819
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	129.2684
5-th percentile	205.28301
Q1	239.6253
median	260.7339
Q3	286.3636
95-th percentile	334.8252
Maximum	799.2819
Range	670.0135
Interquartile range (IQR)	46.7383

Descriptive statistics

Standard deviation	47.49739073
Coefficient of variation (CV)	0.1790966285
Kurtosis	17.80997664
Mean	265.2053872
Median Absolute Deviation (MAD)	22.7992
Skewness	2.205562428
Sum	15916301.32
Variance	2256.002126
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
280	230	0.4%
258.4615	65	0.1%
315	56	0.1%
240	52	0.1%
252	46	0.1%
265.2632	46	0.1%
336	44	0.1%
262.5	41	0.1%
305.4546	38	0.1%
296.4706	38	0.1%
Other values (39781)	59359	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
129.2684	1	< 0.1%
129.4886	1	< 0.1%
129.5394	1	< 0.1%
129.5745	1	< 0.1%
129.6035	1	< 0.1%

Value	Count	Frequency (%)
799.2819	1	< 0.1%
795.7895	1	< 0.1%
792.248	1	< 0.1%
792.1752	1	< 0.1%
787.0114	1	< 0.1%

Elvirkningsgrad
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	38859
Distinct (%)	64.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.69959493
Minimum	10.541
Maximum	64.9811
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	10.541
5-th percentile	25.16049
Q1	29.4185
median	32.3101
Q3	35.15265
95-th percentile	41.0318
Maximum	64.9811
Range	54.4401
Interquartile range (IQR)	5.73415

Descriptive statistics

Standard deviation	5.734713307
Coefficient of variation (CV)	0.1753756681
Kurtosis	5.819061801
Mean	32.69959493
Median Absolute Deviation (MAD)	2.8673
Skewness	1.391859793
Sum	1962466.19
Variance	32.88693672
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.09	221	0.4%
32.5975	63	0.1%
26.7467	54	0.1%
35.105	46	0.1%
31.7617	44	0.1%
33.4333	43	0.1%
25.075	42	0.1%
32.096	40	0.1%
28.4183	37	0.1%
32.3189	36	0.1%
Other values (38849)	59389	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.541	1	< 0.1%
10.5872	1	< 0.1%
10.6345	1	< 0.1%
10.6355	1	< 0.1%
10.7053	1	< 0.1%

Value	Count	Frequency (%)
64.9811	1	< 0.1%
64.967	1	< 0.1%
64.9442	1	< 0.1%
64.9311	1	< 0.1%
64.9138	1	< 0.1%

Produktion total
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4864
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1305.944947
Minimum	169
Maximum	7600
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	169
5-th percentile	319
Q1	589
median	861
Q3	1686
95-th percentile	3814.3
Maximum	7600
Range	7431
Interquartile range (IQR)	1097

Descriptive statistics

Standard deviation	1077.217272
Coefficient of variation (CV)	0.8248565716
Kurtosis	2.09494938
Mean	1305.944947
Median Absolute Deviation (MAD)	390
Skewness	1.621168806
Sum	78376286
Variance	1160397.051
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
684	79	0.1%
595	78	0.1%
598	78	0.1%
633	77	0.1%
601	77	0.1%
638	76	0.1%
663	75	0.1%
771	75	0.1%
607	74	0.1%
655	74	0.1%
Other values (4854)	59252	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
169	1	< 0.1%
181	1	< 0.1%
183	1	< 0.1%
184	1	< 0.1%
185	1	< 0.1%

Value	Count	Frequency (%)
7600	1	< 0.1%
6907	1	< 0.1%
6784	1	< 0.1%
6565	1	< 0.1%
6098	1	< 0.1%

Vejlys
Real number (ℝ_≥0)

Distinct	147
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22.53091727
Minimum	1
Maximum	377
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	17
Q3	32
95-th percentile	64
Maximum	377
Range	376
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	21.23404264
Coefficient of variation (CV)	0.9424402203
Kurtosis	4.855142641
Mean	22.53091727
Median Absolute Deviation (MAD)	12
Skewness	1.705729542
Sum	1352193
Variance	450.8845667
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3928	6.5%
2	3327	5.5%
6	2151	3.6%
7	1938	3.2%
8	1929	3.2%
3	1910	3.2%
4	1905	3.2%
5	1816	3.0%
9	1705	2.8%
11	1518	2.5%
Other values (137)	37888	63.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3928	6.5%
2	3327	5.5%
3	1910	3.2%
4	1905	3.2%
5	1816	3.0%

Value	Count	Frequency (%)
377	1	< 0.1%
245	1	< 0.1%
227	1	< 0.1%
209	1	< 0.1%
204	1	< 0.1%

Eget forbrug
Real number (ℝ_≥0)

Distinct	377
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.66428393
Minimum	5
Maximum	1177
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	5
5-th percentile	12
Q1	22
median	30
Q3	46
95-th percentile	136
Maximum	1177
Range	1172
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	45.98516737
Coefficient of variation (CV)	1.029573595
Kurtosis	24.18175845
Mean	44.66428393
Median Absolute Deviation (MAD)	10
Skewness	3.755468407
Sum	2680527
Variance	2114.635618
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	2009	3.3%
26	1980	3.3%
28	1960	3.3%
24	1948	3.2%
23	1935	3.2%
27	1829	3.0%
22	1821	3.0%
29	1744	2.9%
21	1701	2.8%
16	1637	2.7%
Other values (367)	41451	69.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	136	0.2%
6	577	1.0%
7	1102	1.8%
8	697	1.2%
9	110	0.2%

Value	Count	Frequency (%)
1177	1	< 0.1%
1005	1	< 0.1%
731	1	< 0.1%
689	1	< 0.1%
590	1	< 0.1%

Date
Date

Distinct	4076
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Memory size	469.0 KiB

Minimum	2008-11-28 00:00:00
Maximum	2020-11-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

City
Categorical

HIGH CORRELATION

Distinct	36
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	469.0 KiB

024 Qassimiut	3901
021 Saarloq	3685
013 Narsarmijit	3662
072 Napasoq	3417
035 Qassiarsuk	3232
Other values (31)	42118

Length

Max length	21
Median length	13
Mean length	12.96940765
Min length	8

Characters and Unicode

Total characters	778359
Distinct characters	38
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	092 Attu
2nd row	092 Attu
3rd row	092 Attu
4th row	092 Attu
5th row	092 Attu

Value	Count	Frequency (%)
024 Qassimiut	3901	6.5%
021 Saarloq	3685	6.1%
013 Narsarmijit	3662	6.1%
072 Napasoq	3417	5.7%
035 Qassiarsuk	3232	5.4%
092 Attu	3166	5.3%
124 Ilimanaq	2928	4.9%
095 Iginniarfik	2888	4.8%
169 Innarsuit	2718	4.5%
182 Sermiligaaq	2662	4.4%
Other values (26)	27756	46.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
qassimiut	3901	3.2%
024	3901	3.2%
saarloq	3685	3.1%
021	3685	3.1%
narsarmijit	3662	3.0%
013	3662	3.0%
072	3417	2.8%
napasoq	3417	2.8%
qassiarsuk	3232	2.7%
035	3232	2.7%
Other values (63)	84520	70.2%

Most occurring characters

Value	Count	Frequency (%)
a	91725	11.8%
	60299	7.7%
i	60169	7.7%
s	58533	7.5%
r	42433	5.5%
1	41496	5.3%
0	37819	4.9%
u	36671	4.7%
t	31192	4.0%
q	25753	3.3%
Other values (28)	292269	37.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	477716	61.4%
Decimal Number	180045	23.1%
Space Separator	60299	7.7%
Uppercase Letter	60299	7.7%

Most frequent character per category

Value	Count	Frequency (%)
a	91725	19.2%
i	60169	12.6%
s	58533	12.3%
r	42433	8.9%
u	36671	7.7%
t	31192	6.5%
q	25753	5.4%
k	23298	4.9%
n	22661	4.7%
l	18880	4.0%
Other values (8)	66401	13.9%

Value	Count	Frequency (%)
1	41496	23.0%
0	37819	21.0%
2	22124	12.3%
5	17171	9.5%
3	13293	7.4%
6	12183	6.8%
9	11369	6.3%
8	8565	4.8%
4	8215	4.6%
7	7810	4.3%

Value	Count	Frequency (%)
I	14906	24.7%
N	9725	16.1%
A	9228	15.3%
S	8636	14.3%
Q	8430	14.0%
K	6536	10.8%
T	2195	3.6%
U	359	0.6%
P	284	0.5%

Value	Count	Frequency (%)
	60299	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	538015	69.1%
Common	240344	30.9%

Most frequent character per script

Value	Count	Frequency (%)
a	91725	17.0%
i	60169	11.2%
s	58533	10.9%
r	42433	7.9%
u	36671	6.8%
t	31192	5.8%
q	25753	4.8%
k	23298	4.3%
n	22661	4.2%
l	18880	3.5%
Other values (17)	126700	23.5%

Value	Count	Frequency (%)
	60299	25.1%
1	41496	17.3%
0	37819	15.7%
2	22124	9.2%
5	17171	7.1%
3	13293	5.5%
6	12183	5.1%
9	11369	4.7%
8	8565	3.6%
4	8215	3.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	778359	100.0%

Most frequent character per block

Value	Count	Frequency (%)
a	91725	11.8%
	60299	7.7%
i	60169	7.7%
s	58533	7.5%
r	42433	5.5%
1	41496	5.3%
0	37819	4.9%
u	36671	4.7%
t	31192	4.0%
q	25753	3.3%
Other values (28)	292269	37.5%

City_code
Real number (ℝ_≥0)

Distinct	36
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	94.6574523
Minimum	13
Maximum	186
Zeros	0
Zeros (%)	0.0%
Memory size	469.0 KiB

Quantile statistics

Minimum	13
5-th percentile	13
Q1	35
median	95
Q3	153
95-th percentile	182
Maximum	186
Range	173
Interquartile range (IQR)	118

Descriptive statistics

Standard deviation	58.1105487
Coefficient of variation (CV)	0.6139035785
Kurtosis	-1.396710239
Mean	94.6574523
Median Absolute Deviation (MAD)	60
Skewness	0.09876336523
Sum	5680867
Variance	3376.83587
Monotocity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
24	3901	6.5%
21	3685	6.1%
13	3662	6.1%
72	3417	5.7%
35	3232	5.4%
92	3166	5.3%
124	2928	4.9%
95	2888	4.8%
169	2718	4.5%
182	2662	4.4%
Other values (26)	27756	46.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13	3662	6.1%
16	1020	1.7%
18	284	0.5%
21	3685	6.1%
24	3901	6.5%

Value	Count	Frequency (%)
186	682	1.1%
184	393	0.7%
183	1115	1.9%
182	2662	4.4%
171	1215	2.0%

Distrikt
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	469.0 KiB

005 Kujalleq	19372
009 Avannaa	14090
008 Disko	11081
007 Qeqqata	9885
004 Ilulisat	3254

Length

Max length	12
Median length	11
Mean length	10.89111056
Min length	8

Characters and Unicode

Total characters	653630
Distinct characters	27
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	008 Disko
2nd row	008 Disko
3rd row	008 Disko
4th row	008 Disko
5th row	008 Disko

Value	Count	Frequency (%)
005 Kujalleq	19372	32.3%
009 Avannaa	14090	23.5%
008 Disko	11081	18.5%
007 Qeqqata	9885	16.5%
004 Ilulisat	3254	5.4%
006 Nuuk	2333	3.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
kujalleq	19372	16.1%
005	19372	16.1%
009	14090	11.7%
avannaa	14090	11.7%
disko	11081	9.2%
008	11081	9.2%
qeqqata	9885	8.2%
007	9885	8.2%
ilulisat	3254	2.7%
004	3254	2.7%
Other values (2)	4666	3.9%

Most occurring characters

Value	Count	Frequency (%)
0	120030	18.4%
a	84666	13.0%
	60015	9.2%
l	45252	6.9%
q	39142	6.0%
e	29257	4.5%
n	28180	4.3%
u	27292	4.2%
5	19372	3.0%
K	19372	3.0%
Other values (17)	181052	27.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	353555	54.1%
Decimal Number	180045	27.5%
Space Separator	60015	9.2%
Uppercase Letter	60015	9.2%

Most frequent character per category

Value	Count	Frequency (%)
a	84666	23.9%
l	45252	12.8%
q	39142	11.1%
e	29257	8.3%
n	28180	8.0%
u	27292	7.7%
j	19372	5.5%
i	14335	4.1%
s	14335	4.1%
v	14090	4.0%
Other values (3)	37634	10.6%

Value	Count	Frequency (%)
0	120030	66.7%
5	19372	10.8%
9	14090	7.8%
8	11081	6.2%
7	9885	5.5%
4	3254	1.8%
6	2333	1.3%

Value	Count	Frequency (%)
K	19372	32.3%
A	14090	23.5%
D	11081	18.5%
Q	9885	16.5%
I	3254	5.4%
N	2333	3.9%

Value	Count	Frequency (%)
	60015	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	413570	63.3%
Common	240060	36.7%

Most frequent character per script

Value	Count	Frequency (%)
a	84666	20.5%
l	45252	10.9%
q	39142	9.5%
e	29257	7.1%
n	28180	6.8%
u	27292	6.6%
K	19372	4.7%
j	19372	4.7%
i	14335	3.5%
s	14335	3.5%
Other values (9)	92367	22.3%

Value	Count	Frequency (%)
0	120030	50.0%
	60015	25.0%
5	19372	8.1%
9	14090	5.9%
8	11081	4.6%
7	9885	4.1%
4	3254	1.4%
6	2333	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	653630	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	120030	18.4%
a	84666	13.0%
	60015	9.2%
l	45252	6.9%
q	39142	6.0%
e	29257	4.5%
n	28180	4.3%
u	27292	4.2%
5	19372	3.0%
K	19372	3.0%
Other values (17)	181052	27.7%

pop
Real number (ℝ_≥0)

Distinct	157
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	116.8943931
Minimum	0
Maximum	459
Zeros	492
Zeros (%)	0.8%
Memory size	469.0 KiB

Quantile statistics

Minimum	0
5-th percentile	20
Q1	53
median	83
Q3	184
95-th percentile	262
Maximum	459
Range	459
Interquartile range (IQR)	131

Descriptive statistics

Standard deviation	97.34926419
Coefficient of variation (CV)	0.8327966949
Kurtosis	2.694094307
Mean	116.8943931
Median Absolute Deviation (MAD)	44
Skewness	1.587817832
Sum	7015417
Variance	9476.879239
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83	1625	2.7%
52	1278	2.1%
80	1268	2.1%
202	1103	1.8%
24	1089	1.8%
85	1081	1.8%
81	1024	1.7%
53	1019	1.7%
73	1004	1.7%
206	987	1.6%
Other values (147)	48537	80.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	492	0.8%
2	447	0.7%
4	37	0.1%
5	505	0.8%
6	559	0.9%

Value	Count	Frequency (%)
459	215	0.4%
457	246	0.4%
456	230	0.4%
453	414	0.7%
448	250	0.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	Brændolie forbrug	Produktion til byen	Gram pr. kWh	Elvirkningsgrad	Produktion total	Vejlys	Eget forbrug	Date	City	City_code	Distrikt	pop
0	1	389.0	1442.0	213.5686	39.4496	1530.0	9.0	74.0	2013-05-01	092 Attu	92	008 Disko	231
1	2	316.0	1486.0	167.0485	50.4357	1589.0	9.0	89.0	2013-05-02	092 Attu	92	008 Disko	231
2	3	535.0	1588.0	267.8188	31.4586	1678.0	8.0	75.0	2013-05-03	092 Attu	92	008 Disko	231
3	4	401.0	1422.0	222.7778	37.8189	1512.0	6.0	79.0	2013-05-04	092 Attu	92	008 Disko	231
4	5	291.0	1369.0	170.2228	49.4951	1436.0	6.0	55.0	2013-05-05	092 Attu	92	008 Disko	231
5	6	455.0	1426.0	258.7678	32.5589	1477.0	7.0	39.0	2013-05-06	092 Attu	92	008 Disko	231
6	7	431.0	1482.0	232.9730	36.1638	1554.0	6.0	60.0	2013-05-07	092 Attu	92	008 Disko	231
7	8	392.0	1379.0	225.5342	37.3566	1460.0	7.0	69.0	2013-05-08	092 Attu	92	008 Disko	231
8	9	359.0	1268.0	226.0570	37.2703	1334.0	5.0	56.0	2013-05-09	092 Attu	92	008 Disko	231
9	10	391.0	1387.0	223.7330	37.6574	1468.0	5.0	69.0	2013-05-10	092 Attu	92	008 Disko	231

Last rows

	df_index	Brændolie forbrug	Produktion til byen	Gram pr. kWh	Elvirkningsgrad	Produktion total	Vejlys	Eget forbrug	Date	City	City_code	Distrikt	pop
60005	103129	130.0	345.0	282.9016	29.7814	386.0	8.0	32.0	2013-08-22	095 Iginniarfik	95	008 Disko	82
60006	103130	129.0	351.0	278.5604	30.2455	389.0	9.0	31.0	2013-08-23	095 Iginniarfik	95	008 Disko	82
60007	103131	137.0	347.0	298.9091	28.1865	385.0	9.0	28.0	2013-08-24	095 Iginniarfik	95	008 Disko	82
60008	103132	127.0	350.0	271.4504	31.0377	393.0	10.0	35.0	2013-08-25	095 Iginniarfik	95	008 Disko	82
60009	103133	134.0	362.0	279.3052	30.1649	403.0	9.0	31.0	2013-08-26	095 Iginniarfik	95	008 Disko	82
60010	103134	130.0	324.0	300.0000	28.0840	364.0	10.0	30.0	2013-08-27	095 Iginniarfik	95	008 Disko	82
60011	103135	145.0	356.0	310.7143	27.1156	392.0	9.0	28.0	2013-08-28	095 Iginniarfik	95	008 Disko	82
60012	103136	136.0	373.0	267.5410	31.4912	427.0	10.0	42.0	2013-08-29	095 Iginniarfik	95	008 Disko	82
60013	103137	135.0	367.0	277.9412	30.3129	408.0	11.0	31.0	2013-08-30	095 Iginniarfik	95	008 Disko	82
60014	103138	131.0	339.0	290.3430	29.0181	379.0	10.0	30.0	2013-08-31	095 Iginniarfik	95	008 Disko	82

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows